{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#导入数据\n",
    "import itertools\n",
    "import warnings\n",
    "import statsmodels.api as sm\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.metrics import mean_absolute_error\n",
    "plt.style.use('fivethirtyeight')\n",
    "np.random.seed(100)\n",
    "#import os\n",
    "#file_dir=os.getcwd()#获取当前工作目录路径\n",
    "window=2#时间窗\n",
    "scale=2000#归一化参数\n",
    "amount_of_features=1#特征数量\n",
    "train_file='alic90_131.xls'#file_dir+'\\\\data\\\\alic\\\\alic90_131.xls'#读取训练集地址\n",
    "test_file='alic132_136.xls'#file_dir+'\\\\data\\\\alic\\\\alic132_136.xls'#读取测试集地址\n",
    "save_file='alic_predict_arima.csv'#file_dir+'\\\\data\\\\alic\\\\alic_predict_arima.csv'#储存预测值地址"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#读取数据，构造训练集和测试集的函数\n",
    "def read_train(file_name,window,scale):\n",
    "    #读取数据 \n",
    "    data=pd.read_excel(file_name,header=None) \n",
    "    data=data[1]\n",
    "    return data\n",
    "def read_test(file_name,window,scale):\n",
    "    #读取数据 \n",
    "    data=pd.read_excel(file_name,header=None) \n",
    "    data=data.iloc[:,:]\n",
    "    data=data[0]\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "train=read_train(train_file,window,scale)\n",
    "test=read_test(test_file,window,scale)\n",
    "data=pd.concat([train,test])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#用来画残差图 直接调用即可\n",
    "import statsmodels.tsa.api as smt\n",
    "import scipy.stats as scs\n",
    "def tsplot(y, lags=None, figsize=(10, 8), style='bmh'):\n",
    "    if not isinstance(y, pd.Series):\n",
    "        y = pd.Series(y)\n",
    "    with plt.style.context(style):    \n",
    "        fig = plt.figure(figsize=figsize)\n",
    "        #mpl.rcParams['font.family'] = 'Ubuntu Mono'\n",
    "        layout = (3, 2)\n",
    "        ts_ax = plt.subplot2grid(layout, (0, 0), colspan=2)\n",
    "        acf_ax = plt.subplot2grid(layout, (1, 0))\n",
    "        pacf_ax = plt.subplot2grid(layout, (1, 1))\n",
    "        qq_ax = plt.subplot2grid(layout, (2, 0))\n",
    "        pp_ax = plt.subplot2grid(layout, (2, 1))\n",
    "        \n",
    "        y.plot(ax=ts_ax)\n",
    "        ts_ax.set_title('Time Series Analysis Plots')\n",
    "        smt.graphics.plot_acf(y, lags=lags, ax=acf_ax, alpha=0.5)\n",
    "        smt.graphics.plot_pacf(y, lags=lags, ax=pacf_ax, alpha=0.5)\n",
    "        sm.qqplot(y, line='s', ax=qq_ax)\n",
    "        qq_ax.set_title('QQ Plot')        \n",
    "        scs.probplot(y, sparams=(y.mean(), y.std()), plot=pp_ax)\n",
    "\n",
    "        plt.tight_layout()\n",
    "    return "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\anoconda\\lib\\site-packages\\statsmodels\\base\\model.py:512: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  \"Check mle_retvals\", ConvergenceWarning)\n",
      "E:\\anoconda\\lib\\site-packages\\statsmodels\\base\\model.py:512: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  \"Check mle_retvals\", ConvergenceWarning)\n",
      "E:\\anoconda\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:668: RuntimeWarning: invalid value encountered in true_divide\n",
      "  newparams = ((1-np.exp(-params))/(1+np.exp(-params))).copy()\n",
      "E:\\anoconda\\lib\\site-packages\\statsmodels\\tsa\\tsatools.py:669: RuntimeWarning: invalid value encountered in true_divide\n",
      "  tmp = ((1-np.exp(-params))/(1+np.exp(-params))).copy()\n",
      "E:\\anoconda\\lib\\site-packages\\statsmodels\\base\\model.py:512: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  \"Check mle_retvals\", ConvergenceWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "aic: 5860.31963 | order: (4, 0, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fit ARIMA(p, d, q) model to SPY Returns\n",
    "# pick best order and final model based on aic\n",
    "\n",
    "best_aic = np.inf \n",
    "best_order = None\n",
    "best_mdl = None\n",
    "\n",
    "pq_rng = range(5) # [0,1,2,3,4]\n",
    "d_rng = range(2) # [0,1]\n",
    "for i in pq_rng:\n",
    "    for d in d_rng:\n",
    "        for j in pq_rng:\n",
    "            try:\n",
    "                tmp_mdl = smt.ARIMA(train, order=(i,d,j)).fit(method='mle', trend='nc')\n",
    "                tmp_aic = tmp_mdl.aic\n",
    "                if tmp_aic < best_aic:\n",
    "                    best_aic = tmp_aic\n",
    "                    best_order = (i, d, j)\n",
    "                    best_mdl = tmp_mdl\n",
    "            except: continue\n",
    "\n",
    "\n",
    "print('aic: {:6.5f} | order: {}'.format(best_aic, best_order))\n",
    "# aic: -11518.22902 | order: (4, 0, 4)\n",
    "\n",
    "# ARIMA model resid plot\n",
    "_ = tsplot(best_mdl.resid, lags=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "#展示效果\n",
    "y_train_predict = best_mdl.predict(start=0)\n",
    "y_train_predict=y_train_predict.values\n",
    "y_train_predict=y_train_predict[1:]\n",
    "y_train = train.values\n",
    "y_train=y_train[1:]\n",
    "#在测试集上进行预测\n",
    "y_test_predict, err95, ci95 = best_mdl.forecast(steps=len(test))\n",
    "y_test=test.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练集上的MAE/RMSE/MAPE/涨跌准确率\n",
      "3.2125908368279292\n",
      "4.365300133551215\n",
      "0.14001850530016466\n",
      "0.562624254473161\n"
     ]
    }
   ],
   "source": [
    "#以下函数均为对模型进行检验所用到的  精简代码的作用\n",
    "def mape(y_true, y_pred):\n",
    "    return np.mean(np.abs((y_pred - y_true) / y_true)) * 100\n",
    "def up_down_accuracy(y_true, y_pred):\n",
    "    y_var_test=y_true[1:]-y_true[:len(y_true)-1]#实际涨跌\n",
    "    y_var_predict=y_pred[1:]-y_pred[:len(y_pred)-1]#原始涨跌\n",
    "    txt=np.zeros(len(y_var_test))\n",
    "    for i in range(len(y_var_test-1)):#计算数量\n",
    "        txt[i]=np.sign(y_var_test[i])==np.sign(y_var_predict[i])\n",
    "    result=sum(txt)/len(txt)\n",
    "    return result\n",
    "#展示在训练集上的表现 \n",
    "draw=pd.concat([pd.DataFrame(y_train),pd.DataFrame(y_train_predict)],axis=1)\n",
    "draw.iloc[:,0].plot(figsize=(12,6))\n",
    "draw.iloc[:,1].plot(figsize=(12,6))\n",
    "plt.legend(('real', 'predict'),fontsize='15')\n",
    "plt.title(\"Train Data\",fontsize='30') #添加标题\n",
    "plt.show()\n",
    "#输出结果\n",
    "print('训练集上的MAE/RMSE/MAPE/涨跌准确率')\n",
    "print(mean_absolute_error(y_train_predict, y_train))\n",
    "print(np.sqrt(mean_squared_error(y_train_predict, y_train)))\n",
    "print(mape(y_train_predict, y_train) )\n",
    "print(up_down_accuracy(y_train_predict,y_train))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "测试集上的MAE/RMSE/MAPE/涨跌准确率\n",
      "15.095760264445072\n",
      "17.16109746267598\n",
      "0.6767609047244222\n",
      "0.5294117647058824\n"
     ]
    }
   ],
   "source": [
    "#展示在测试集上的表现 \n",
    "draw=pd.concat([pd.DataFrame(y_test),pd.DataFrame(y_test_predict)],axis=1);\n",
    "draw.iloc[:,0].plot(figsize=(12,6))\n",
    "draw.iloc[:,1].plot(figsize=(12,6))\n",
    "plt.legend(('real', 'predict'),loc='upper right',fontsize='15')\n",
    "plt.title(\"Test Data\",fontsize='30') #添加标题\n",
    "plt.show()\n",
    "print('测试集上的MAE/RMSE/MAPE/涨跌准确率')\n",
    "print(mean_absolute_error(y_test_predict, y_test))\n",
    "print(np.sqrt(mean_squared_error(y_test_predict, y_test)))\n",
    "print(mape(y_test_predict,  y_test) )\n",
    "print(up_down_accuracy(y_test_predict,y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "observed=np.hstack((y_train,y_test)) \n",
    "evaluated=y_train_predict\n",
    "predicted=y_test_predict\n",
    "observed_times=np.arange(len(y_train)+len(y_test))\n",
    "evaluated_times=np.arange(len(y_train))\n",
    "predicted_times=np.arange(len(y_train),len(y_train)+len(y_test))\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.axvline(len(y_train), linestyle=\"dotted\", linewidth=5, color='r')\n",
    "observed_lines = plt.plot(observed_times, observed, label=\"observation\", color=\"k\")\n",
    "evaluated_lines = plt.plot(evaluated_times, evaluated, label=\"evaluation\", color=\"g\")\n",
    "predicted_lines = plt.plot(predicted_times, predicted, label=\"prediction\", color=\"r\")\n",
    "\n",
    "plt.legend(handles=[observed_lines[0], evaluated_lines[0], predicted_lines[0]],\n",
    "         loc=\"upper left\")\n",
    "#为训练，验证，预测数据分别创建图例\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "#储存文件\n",
    "(pd.DataFrame(y_test_predict)).to_csv(save_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
